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Showing papers from Seoul National University Show all papers

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arXivU MinnesotaKorea Advanced Institute of ScieSeoul NationalHanyangTool use & function calling

EvoDuet: Bilevel Co-Evolution of Web Searching and Task Solving for Scientific Discovery

EvoDuet co-evolves solutions and web queries via a retrieval gate to boost LLM discovery gains up to 82.3% across optimization tasks.

Young-Jun Lee, Jinheon Baek, Soyeong Jeong, Minki Kang and 4 more

Published Sep 30, 2026 · 0 citations · ▲ 109 on Hugging Face · Code ★ 4

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WWW 2026Seoul NationalRobot manipulation

Beyond the Current Scene: Event-Referential Grasping with Active View Selection

BeyondSCe enables zero-shot event-referential grasping via active view selection, achieving 76% and 77% success on visible and occluded targets versus 40% and 55% baselines.

Hyunjoon Lee, Haebeom Jung, Eunsung Cha, Daeun Lee and 3 more

Published Sep 30, 2026 · 0 citations · ▲ 51 on Hugging Face · Code ★ 8

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arXivU Southern CaliforniaCalifornia SouthernSouthern StatesSeoul NationalNew Generation University CollegEfficient inference & serving

Prefill-Free Cross-Family KV Cache Transfer for Heterogeneous Multi-Agent LLMs

HeteroFold enables prefill-free cross-family KV cache transfer between frozen heterogeneous LLM agents, accelerating 32K context transfer up to 10.7x while matching text-based multi-agent performance.

Vincent-Daniel Yun, Woosang Lim, Haneul Yoo, Sungjoo Yoo and 2 more

Published Sep 26, 2026 · 0 citations · ▲ 95 on Hugging Face · Code ★ 1

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NeurIPS 2026Seoul NationalHanyangInstruction tuning

SDS-LoRA: Overcoming Anisotropic Gradient Scaling in Low-Rank Adaptation

JungHun Oh, Sungyong Baik, Kyoung Mu Lee

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026barreleyeKorea Advanced Institute of ScieBarreleye, inc.KAISTKAIST, Korea Advanced Institute Medical imaging

Anatomy-aware Spatio-Temporal Modeling for Echocardiography Segmentation

Seok-Hwan Oh, Guil Jung, Myeong-Gee Kim, Young-Min Kim and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalSeoul National UniverstiyOffline RL

Kernel Value Regression in Offline Reinforcement Learning

Jongyeon Lee, Jaehyoung Jeon, Kim Haneol, Myungjoo Kang

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U California, BerkeleySeoul NationalELLIS Unit Linz & LIT AI LabMassachusetts Institute of TechnKU LeuvenVisual grounding

Visual Grounding First, Multimodal In-context Learning Follows

Minhyuk Seo, Minjae Lee, Chaeeun Lee, Wei Lin and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalSamsungKoreaVision-language models

Heads That Write, Not Just Point: Image Retrieval Heads in Vision-Language Models

Junsung Park, Uiwon Hwang, Donghun Kang, Yeongtak Oh and 5 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Carnegie Mellon University, SeouCarnegie MellonSeoul NationalU FloridaEpic GamesVision-language models

MM-SCALE: Evaluating Evidence-Grounded Moral Judgment in Vision-Language Models

Eunkyu Park, Wesley Deng, Cheyon Jin, Matheus Kunzler Maldaner and 7 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalEthics & social impact

Values Are Not Single Labels: Distributional Value Profiling Across Groups and Contexts

Woojin Kim, Jaeyoung Do

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightSeoul NationalVision-language models

Strong Helps Weak: Directional Cross-Modal Alignment Transfer in Multi-modal LLMs

Hoigi Seo, Byung Hyun Lee, Minjun Kim, Dohyun Mah and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul Nationalseoul national universityFlow matching

FLINT: Coupling Proximal Initialization and Bounded Stochasticity for Flow-Matching Inverse Problems

Junseo Bang, daewon choi, Dong Ju Mun, Se Young Chun

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalVector InstituteKoreaOffline RL

MINT: Meeting-time INdicators for Truncation in Multi-Step Off-Policy RL

Seungyub Han, Taehyun Cho, Dohyeong Kim, Kyungjae Lee and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalROBROSMulti-agent RL

Cooperative Multi-Agent Reinforcement Learning via Epigraph-Form Guided Exploration

Sungil Son, Hoseong Jung, Dahyun Oh, H. Jin Kim

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalBandits & online learning

Bilinear Matching Bandits

Wooseong Cho, Min-hwan Oh

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalOptimization

Sharper Regret Bounds for Shampoo

Dahngoon Kim, Min-hwan Oh

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalU Michigan - Ann ArborNational University of SingaporeOptimization

A Unified Semismooth Newton Approach to Multitask and Multivariate Square-Root Lasso Problems

Dongwon Kim, Taehyoung Kim, Sungdong Lee, Joong-Ho (Johann) Won

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalGraph generation

SNACK: A Sequential Notation Framework for Probabilistic Graph Generation

Hohyun Kim, Hyesung Kim, Min-hwan Oh, Seunggeun Lee

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026CREST, ENSAE, IP ParisSeoul NationalBandits & online learning

Stochastic Matching Bandits with Rare Optimization Updates

Jung-hun Kim, Min-hwan Oh

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026SpotlightSeoul NationalMassachusetts General Hospital, RL for LLMs

Predicting Human-Gain Curves under Local Proxy Optimization from Repeated Ratings

Moonwon Choi, Kisung Nam, Seunggeun Lee

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalFeature attribution

Decomposing Conformal Uncertainty: Calibration- and Instance-Driven Feature Attribution

Sangyeon Cho, Minyoung Cho, Jungsoo Kim, Sujeong Oh and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightSeoul NationalDeep RL

Distributionally Robust Domain Randomization with Learned Risk-Sensitive Dynamics Samplers

Sukchul Jeong, Insoon Yang

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalSeoul National Univ. & HanwhVideo understanding

From Matching to Reasoning: Query-Aware Long Video Summarization

Mingu Kang, Sumin Kim, Hyunjin Lee, Sungmin Yang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalLG CorporationQuantization

Fractional Power-of-Two Quantization for Efficient and Effective Multiplier-Free LLM Inference

Sunghyun Wee, Geunjae Choi, Hyeonjin Kim, Suyoung Kim and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Gwangju Institute of Science andOUTTASeoul NationalImage recognition

Auditing Capsule Vision 2024: Within-Split Train-to-Validation Re-Exposure and a Kvasir-Channel Sensitivity Diagnostic

Eunseob Choi, Kyeonghun Kim, Hyuk-Jae Lee, Nam-Joon Kim

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Gwangju Institute of Science andOUTTASeoul NationalMedical imaging

Auditing Correlated Failures in Frozen-Feature Pretrained-Encoder Pools for Medical Segmentation

Eunseob Choi, Kyeonghun Kim, Hyuk-Jae Lee, Nam-Joon Kim

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026ColumbiaSeoul NationalQuantization

DictLLM: Post-training Compression of Large Language Model with Dictionary Kernels

Jinho PARK, Se Young Chun, Mingoo Seok

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Seoul NationalKorea Advanced Institute of ScieKookminDiffusion models

ManiFusion: Unlocking High-Throughput Generation via Superposition in Manifold Space

Minkyu Kim, Baekseung Kim, Junhoo Lee, Jangho Kim and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalU WashingtonBandits & online learning

Linear Contextual Bandits with Quasi-Optimism

Min-hwan Oh, Harin Lee

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalMeta, transfer & few-shot learning

Constrained Modulatory Reservoirs for Context-Dependent Computation

Sejeung Choi, Minji Jung, Jinyeong Park, Taek D Chung

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalPrivacy

Shared-Noise Mechanisms for Verifiable Differentially Private Counting

Sehyeon Park, Chenglin Fan

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026YonseiSeoul NationalDiffusion models

From Static Geometry to Dynamical Singularity: Detecting Memorization in Diffusion Models via Score Evolution

Jeonseong Kim, Chenglin Fan

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Moreh, Inc.Seoul NationalSamsungSamsung ElectronicsLLM pretraining & scaling laws

HetCCL: Efficient LLM Training on Heterogeneous Vendor GPUs

Heehoon Kim, Chris Jaehwan Lee, Taejeoung Kim, Jongwon Park and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalDeep RL

Risk-Sensitive Deep Optimal Stopping

Yechan Jeong, Youngjoon Hong

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Seoul NationalSegmentation

Predicting Nothing Beats SAM 3: Revisiting Evaluation in Video Object Segmentation

Jihwan Hong, Woohyeon Park, Jaeik Kim, Jaeyoung Do

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Harvard University, HarvardHarvardSeoul NationalPathology, Brigham and Women&#x2Brigham and Women's HospitaClinical NLP & EHR

Discrete Neural Interlingua for Ontology-Agnostic EHR Modeling

Tong Ding, Caiwei Tian, Dongmin Bang, Ming Yang Lu and 5 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Chung-AngColumbiaColumbiaSeoul NationalExploration

Variance-Adaptive Optimal Algorithm for Reinforcement Learning with MNL Function Approximation

Wonyoung Kim, Garud Iyengar, Assaf Zeevi, Min-hwan Oh

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Esker / INSA Lyon / LIRISSeoul National University, SeoulMcGillOhio State University, ColumbusMcGill University, McGillAgent benchmarks & environments

WebArena-Pro: A Heterogeneous, Multimodal, Reproducible Benchmark for Web Agents

Imene Kerboua, Fatemeh Pesaran Zadeh, Xing Han Lu, Weijian Qi and 18 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026SolverXKorea Advanced Institute of ScieSeoul NationalTelepixArizona StatePhysics-informed ML & PDEs

PDE-PFN: Prior-Data Fitted Neural PDE Solver

Jaehyeon Park, Mingu Kang, Dongseok Lee, Woojin Cho and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Korea Advanced Institute of ScieSeoul NationalBackdoors & data poisoning

Clean Data Can Still Carry Backdoors: Support-Persistent Backdoors for Model Reuse

Junhoo Lee, Baekseung Kim, Seungyeon Kim, Nojun Kwak

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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